STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model

LincanLi98/STG-Mamba 19 Mar 2024

In this work, we introduce Spatial-Temporal Graph Mamba (STG-Mamba) as the first exploration of leveraging the powerful selective state space models for STG learning by treating STG Network as a system, and employing the Graph Selective State Space Block (GS3B) to precisely characterize the dynamic evolution of STG networks.

Computational Efficiency Graph Learning

44
0.25 stars / hour

Generative Agents: Interactive Simulacra of Human Behavior

a16z-infra/ai-town 7 Apr 2023

Believable proxies of human behavior can empower interactive applications ranging from immersive environments to rehearsal spaces for interpersonal communication to prototyping tools.

Language Modelling Large Language Model

6,680
0.23 stars / hour

AutoCrawler: A Progressive Understanding Web Agent for Web Crawler Generation

ez-hwh/autocrawler 19 Apr 2024

We propose AutoCrawler, a two-stage framework that leverages the hierarchical structure of HTML for progressive understanding.

Action Generation

266
0.23 stars / hour

MoMA: Multimodal LLM Adapter for Fast Personalized Image Generation

bytedance/MoMA 8 Apr 2024

This approach effectively synergizes reference image and text prompt information to produce valuable image features, facilitating an image diffusion model.

Image-to-Image Translation Language Modelling +1

56
0.22 stars / hour

FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering

hiyouga/llama-factory 29 Apr 2024

To investigate these aspects, we create and publish a novel TQA evaluation benchmark in English.

Question Answering

20,835
0.22 stars / hour

MMBench: Is Your Multi-modal Model an All-around Player?

open-compass/vlmevalkit 12 Jul 2023

In response to these challenges, we propose MMBench, a novel multi-modality benchmark.

Visual Question Answering

409
0.22 stars / hour

ManiSkill: Generalizable Manipulation Skill Benchmark with Large-Scale Demonstrations

haosulab/ManiSkill 30 Jul 2021

Here we propose SAPIEN Manipulation Skill Benchmark (ManiSkill) to benchmark manipulation skills over diverse objects in a full-physics simulator.

456
0.22 stars / hour

NeMo-Aligner: Scalable Toolkit for Efficient Model Alignment

nvidia/nemo-aligner 2 May 2024

However, building efficient tools to perform alignment can be challenging, especially for the largest and most competent LLMs which often contain tens or hundreds of billions of parameters.

204
0.22 stars / hour

Learning to correct spectral methods for simulating turbulent flows

google/jax-cfd 1 Jul 2022

We build upon Fourier-based spectral methods, which are known to be more efficient than other numerical schemes for simulating PDEs with smooth and periodic solutions.

BIG-bench Machine Learning

627
0.21 stars / hour